{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题描述\n",
    "一、数据说明： Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的共享单车数据。数据包含每天的日期、天气等信息，需要预测每天的共享单车骑行量。\n",
    "解题提示\n",
    "原始数据集地址：http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset \n",
    "1) 文件说明 \n",
    "day.csv: 按天计的单车共享次数（作业只需使用该文件） \n",
    "hour.csv: 按小时计的单车共享次数（无需理会） \n",
    "readme：数据说明文件 \n",
    "\n",
    "2) 字段说明 \n",
    "Instant记录号 \n",
    "Dteday：日期 \n",
    "Season：季节（1=春天、2=夏天、3=秋天、4=冬天） \n",
    "yr：年份，(0: 2011, 1:2012) \n",
    "mnth：月份( 1 to 12) \n",
    "hr：小时 (0 to 23) （只在hour.csv有，作业忽略此字段） \n",
    "holiday：是否是节假日（0/1） \n",
    "weekday：星期中的哪天，取值为0～6 \n",
    "workingday：是否工作日（0/1） \n",
    "1=工作日 （是否为工作日，1为工作日，0为非周末或节假日） \n",
    "weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾） \n",
    "temp：气温摄氏度 \n",
    "atemp：体感温度 \n",
    "hum：湿度 \n",
    "windspeed：风速 \n",
    "casual：非注册用户贡献的骑行量（作业无需理会该字段） \n",
    "registered：注册用户贡献的骑行量（作业无需理会该字段） \n",
    "cnt：给定日期（天, day.csv）时间（每小时,hour.csv）总租车人数，响应变量y \n",
    "\n",
    "casual、registered和cnt三个特征均为要预测的y（cnt =casual+registered ），作业里只需对cnt进行预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据探索\n",
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读入数据\n",
    "train = pd.read_csv('./day.csv')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看数据样本和特征维度\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#查看数据基本情况 数值范围以及类型\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()\n",
    "#count非缺失值条数  mean 均值 std标准差 min最小值  25% 1/4中位数  50% 中位数 75 3/4中位数 max最大值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#观察类别型特征 -- 后续需要做数据独热编码（One-Hot）\n",
    "categorical_features = ['season','mnth','weathersit','weekday']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for col in categorical_features:\n",
    "    print('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print(train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7ff623e73470>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7ff62385c668>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7ff623880080>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7ff623dd36d8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图 数值对应的样本数量\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr','cnt']],x=\"yr\",y=\"cnt\")\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['yr',\n",
    "                       'cnt']],\n",
    "           x=\"yr\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season','cnt']],x=\"season\",y=\"cnt\")\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['mnth','cnt']],x=\"mnth\",y=\"cnt\")\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth',\n",
    "                       'cnt']],\n",
    "           x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['weathersit','cnt']],x=\"weathersit\",y=\"cnt\")\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit',\n",
    "                       'cnt']],\n",
    "           x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff623ad8cc0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度高度相关 目标cnt与温度正相关、湿度和风速负相关"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
